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Apr 11, 2017

Limits to the Nonparametric Intuition: Superintelligence and Ecology

Posted by in categories: environmental, existential risks, machine learning

In a previous essay, I suggested how we might do better with the unintended consequences of superintelligence if, instead of attempting to pre-formulate satisfactory goals or providing a capacity to learn some set of goals, we gave it the intuition that knowing all goals is not a practical possibility. Instead, we can act with a modest confidence having worked to discover goals, developing an understanding of our discovery processes that allows asserting an equilibrium between the risk of doing something wrong and the cost of work to uncover more stakeholders and their goals. This approach promotes moderation given the potential of undiscovered goals potentially contradicting any particular action. In short, we’d like a superintelligence that applies the non-parametric intuition, the intuition that we can’t know all the factors but can partially discover them with well-motivated trade-offs.

However, I’ve come to the perspective that the non-parametric intuition, while correct, on its own can be cripplingly misguided. Unfortunately, going through a discovery-rich design process doesn’t promise an appropriate outcome. It is possible for all of the apparently relevant sources not to reflect significant consequences.

How could one possibly do better than accepting this limitation, that relevant information is sometimes not present in all apparently relevant information sources? The answer is that, while in some cases it is impossible, there is always the background knowledge that all flourishing is grounded in material conditions, and that “staying grounded” in these conditions is one way to know that important design information is missing and seek it out. The Onion article “Man’s Garbage To Have Much More Significant Effect On Planet Than He Will” is one example of a common failure at living in a grounded way.

In other words, “staying grounded” means recognizing that just because we do not know all of the goals informing our actions does not mean that we do not know any of them. There are some goals that are given to us by the nature of how we are embedded in the world and cannot be responsibly ignored. Our continual flourishing as sentient creatures means coming to know and care for those systems that sustain us and creatures like us. A functioning participation in these systems at a basic level means we should aim to see that our inputs are securely supplied, our wastes properly processed, and the supporting conditions of our environment maintained.

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Apr 11, 2017

Reprogramming brain cells offers hope for Parkinson’s

Posted by in categories: biotech/medical, neuroscience

This week saw researchers announce a promising new approach to Parkinson’s by the use of cellular reprogramming. The team lead by Ernest Arenas used a cocktail of four transcription factors to reprogram support cells inside the brain.

The research team placed the reprogramming factors into a harmless type of lentivirus and injected them en masse into a Parkinson’s disease model mice. The viruses infected support cells in the brain known as astrocytes (a support cell that regulates the transmission of electrical impulses within the brain) which are present in large numbers. The lentiviruses delivered their four factor payload to the target cells changing them from astrocytes into dopamine producing neurons.

Within three weeks the first cells had been reprogrammed and could be detected, and after fifteen weeks there were abundant numbers of dopamine producing neurons present. This is good news indeed as it also confirms that once reprogrammed the cells remain changed and stable and do not revert back into astrocytes.

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Apr 11, 2017

Technology|Canada Tries to Turn Its A.I. Ideas Into Dollars

Posted by in categories: government, robotics/AI

In its new budget, the government of Prime Minister Justin Trudeau pledged $93 million ($125 million Canadian) to support A.I. research centers in Toronto, Montreal and Edmonton, which will be public-private collaborations.


Today’s striking advances in artificial intelligence owe a lot to research in Canada over the years. But the country has so far failed to cash in.

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Apr 11, 2017

Accountants are embracing artificial intelligence

Posted by in categories: employment, robotics/AI

Despite the popular belief that artificial intelligence is coming to take your jobs away, accountants would love some robotic help to get them through the day. This is according to a new report by Sage, which says 96 percent of accountants are confident about the future of accountancy as well as their role in it.

Despite welcoming change, more than two thirds of respondents (68 percent) expect their roles to change through automation, in the future.

Here’s what accountants are expecting from automation: almost four in ten (38 percent) see number-crunching as their number one frustration. Thirty-two percent still use manual methods for this work. A quarter (25 percent) use Excel while seven percent still use handwritten notes.

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Apr 11, 2017

What is A.I. and how it will affect our $200 billion Digital Ad Market?

Posted by in categories: business, robotics/AI

Nowadays, the latest buzzword of attraction is “Artificial Intelligence” and its immediate impact on our advertising sector. As the CEO of Gravity4, I thought it to be only appropriate to help dissect this new evolutionary phase of our industry as we apply it. It is no doubt that ‘Deep Learning’ is our future, and it is on course to have a huge impact on the lives of everyday consumers and business sectors. In the scientific world, deep learning is referred to as “deep neural networks”. These involve a family of artificial intelligence, popularly known as AI, something named way back in 1955, and something which Facebook, Google and Microsoft are all now pushing for with Herculean force. In fact, according to the international data corporation, it is estimated that from a global standpoint, by 2020, the artificial intelligence market could reach close to $50 billion.

Getting to Grips With the Terminology

AI refers to a collection of tools and technologies, some of which are relatively new, and some of which are time-tested. The techniques that are employed allow computers to use these tools and technologies to imitate human intelligence. These include: machine learning such as deep learning, decision trees, if-then rules, and logic.

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Apr 11, 2017

Poker match shows off Pittsburgh’s artificial intelligence dominance in China

Posted by in category: robotics/AI

The humans never had a chance.

As expected, the latest poker-playing bot powered by an artificial intelligence designed by a duo from Carnegie Mellon University beat a team of some of the best poker players in China.

Lengpudashi, the AI developed by Professor Tuomas Sandholm and Noam Brown, a graduate student at CMU, finished five days of Heads-Up, No-Limit Texas Hold’em with nearly $800,000 in chips and walked away with $290,000.

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Apr 11, 2017

How Accounts Can Future-Proof Their Careers In The Era Of Artificial Intelligence

Posted by in categories: business, robotics/AI

Many of these same experts point to the human experience as a key differentiator for accountants. Many people and businesses have unique needs that first or second generation AI will be unable to understand. For example, explaining complicated tax forms is better done by a human than AI right now.

Accountants today have the power to define the future of the profession. The industry must develop the ability to adapt and evolve, as well as become proactive about the needs of tomorrow’s clients. Accounting as a profession needs to change, providing consultation and guidance to help clients prepare for and meet the future.

I think offering clients insight and expertise is a better bet than offering a simple service that can be replicated by machines.

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Apr 10, 2017

How 3D printing is changing the future of the space industry

Posted by in categories: 3D printing, internet, satellites

In aerospace, parts are complicated, and manufacturing them can be very expensive and time consuming. When rocket engine parts can take up to a year to make, it is very difficult to start a new rocket company and for aerospace companies to be cost effective, innovative and nimble.

These barriers to entry are why you don’t see many start-up space companies and why the industry has relied on the same basic engine designs as those built during the Apollo program.

3D printing is changing all that. At Virgin Orbit, we are building a rocket system that will send small satellites into orbit. We aim to open access to space for small satellites to improve life on earth through services such as internet connectivity to the under connected and data for planning, production, disaster mitigation etc.

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Apr 10, 2017

The Future of NewSpace

Posted by in categories: 3D printing, education, space travel

The first 3D printer from Made In Space was installed aboard the International Space Station (ISS) in November 2014. The idea sounds cool, but many ordinary earthlings have yet to feel its impact.

The start-up, based at NASA Ames Research Center in California, has since installed a second 3D printer on the ISS. The Additive Manufacturing Facility (AMF) is the first commercial 3D printer in space. Brought to the ISS in 2016, the AMF is already printing orders for commercial customers, including the first 3D-printed advertisement in space, a crowdsourced sculpture and projects for educational programs, such as Enterprise In Space.

With the AMF, the implications are starting to become clear. 3D printing in space isn’t just meant to be a novelty, but a technology that enables humanity’s proliferation throughout the cosmos. Now, it’s possible for customers with a small wad of cash to 3D print plastic objects on the ISS, but, if Made In Space’s plans pan out, we may see a future in which those customers can head to space themselves.

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Apr 10, 2017

Is monetizing federal land the way to pay for basic income?

Posted by in categories: economics, government, robotics/AI

Here’s a very important article to me—and a part of my platform moving forward. Automation is coming, but we don’t need to raise taxes to pay for a Basic Income. There are other ways to deal with our jobless future and poverty in America.


Like the Titanic, capitalism is sinking, but few passengers are wondering yet if there are enough lifeboats.

I recently declared my run as a Libertarian for California governor in 2018, and I gently support the idea of a state-funded basic income to offset the effects of ubiquitous automation. A basic income would give every Californian some money — and it makes sense to start such a dramatic program here in the Golden State, since this is where much of the human-job-replacing-tech is created.

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